Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold1/README.md

@@ -0,0 +1,73 @@
+# score_ft.py output: ye2026_sepsis, 17 scored donors
+
+Arms: zs__cal_n5, zs__cal_n10, zs__cal_n20, zs__cal_n40.  Every arm is scored on the same donors against the same observed reference.
+
+## Inputs and fixed contracts
+- Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/reference.npz` (sha bac12da8a241), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis;
+  observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/observed_labels/labels/labels.parquet.
+- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
+  (`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
+  depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
+- Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
+  the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
+- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
+
+## Definitions
+1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
+   `comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
+   donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
+   fraction of donors whose generated composition is closest (L1) to their own observed composition.
+2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
+   genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
+   observed pseudobulk among the 17 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
+3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
+   (randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
+   Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
+   permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
+   n = min(150, n_cells // 2) (2550 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
+   without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
+   (Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
+   Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
+   their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
+   perfect-generator control: precision 0.9980, coverage 1.0000.
+   **Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
+   genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
+   un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
+   0.9965, coverage 1.0000.
+4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
+   Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
+5. **Group contrast** (T, B, Monocyte, NK): case groups ['adult_sepsis', 'ped_sepsis'] (n = 12) vs control groups ['adult_HC', 'adult_ICU_ctrl', 'ped_HC', 'ped_ICU_ctrl'] (n = 5); rule: explicit --case-groups / --control-groups; groups from features groups.
+   Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
+   cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
+   cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
+   logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
+   statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
+   evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
+   the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
+   observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
+   CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
+   generated logFC on the bulk logFC (residual_specificity.py).
+6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
+   `bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
+   with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
+   generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
+   >= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
+   genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
+   first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
+   the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
+   the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
+   is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
+   (aggregates: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz).
+   **Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
+   published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 12 + 5
+   donors), one whole-PBMC top-50 list, compared with every type's observed list.
+
+## Files
+- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
+- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
+  Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
+- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
+  top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
+- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
+  UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
+  top-50 gene lists, Ensembl ids, rank order).

paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold1/contrast.csv

@@ -0,0 +1,53 @@
+arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
+zs__cal_n5,T cell,mean_cp10k,3244,-0.01097849601195946,0.05969747758724113,-0.037834151102778886,0.39679694471774896,12,5,12,5,67325,13397,,,,,,,,,,,
+zs__cal_n5,T cell,pseudobulk_log1p_cpm,3244,-0.038507854723518684,0.14385635944218067,-0.10668929326756608,0.4037586955230256,12,5,12,5,67325,13397,,,,,,,,,,,
+zs__cal_n5,B cell,mean_cp10k,3302,0.07001060094527295,0.14807933168747647,0.019530167002640132,0.3506364615840299,12,5,12,5,21250,5160,,,,,,,,,,,
+zs__cal_n5,B cell,pseudobulk_log1p_cpm,3302,0.21963386675235172,0.3108535636208292,0.13166063838913977,0.3259777123005558,12,5,12,5,21250,5160,,,,,,,,,,,
+zs__cal_n5,Monocyte,mean_cp10k,3234,0.21841096083720482,0.48691945829844435,0.0923937220247957,0.28993794880628404,12,5,12,5,21940,4783,,,,,,,,,,,
+zs__cal_n5,Monocyte,pseudobulk_log1p_cpm,3234,0.012708190872999119,0.4573193853466589,-0.12408831365073368,0.26074329219381254,12,5,12,5,21940,4783,,,,,,,,,,,
+zs__cal_n5,NK cell,mean_cp10k,3190,-0.05679243813540604,-0.0038598759218553013,-0.057628339582467374,0.247303382569059,12,5,12,5,11270,1310,,,,,,,,,,,
+zs__cal_n5,NK cell,pseudobulk_log1p_cpm,3190,-0.066038424238972,0.043315162006377896,-0.07398766977292816,0.15994740129810175,12,5,12,5,11270,1310,,,,,,,,,,,
+zs__cal_n5,T cell,welch_top50_deg,5975,,,,,12,5,12,5,67325,13397,True,0,,0,0,0,0,0,0.0,12,12
+zs__cal_n5,B cell,welch_top50_deg,5975,,,,,12,5,12,5,21250,5160,True,0,0.0,3,11,3,11,0,0.0,12,12
+zs__cal_n5,Monocyte,welch_top50_deg,5975,,,,,12,5,12,5,21940,4783,True,0,0.0,1,4,1,4,0,0.0,12,12
+zs__cal_n5,NK cell,welch_top50_deg,5975,,,,,12,5,12,5,11270,1310,True,0,0.0,36,0,36,0,0,0.0,12,12
+zs__cal_n5,DC,welch_top50_deg,5975,,,,,11,5,12,5,654,283,True,0,0.0,5,0,5,0,0,0.0,12,12
+zs__cal_n10,T cell,mean_cp10k,3244,0.034058317232503146,0.06429240755808875,0.009337736139606815,0.39669491693321807,12,5,12,5,67325,12474,,,,,,,,,,,
+zs__cal_n10,T cell,pseudobulk_log1p_cpm,3244,-0.004447365091050595,0.14522334627414285,-0.07507852640251392,0.4309470401921691,12,5,12,5,67325,12474,,,,,,,,,,,
+zs__cal_n10,B cell,mean_cp10k,3302,0.11269432211589019,0.1564096453788559,0.06609737662824844,0.3259057696226607,12,5,12,5,21250,4858,,,,,,,,,,,
+zs__cal_n10,B cell,pseudobulk_log1p_cpm,3302,0.24276558726452843,0.31553776735500416,0.15846269276319072,0.3174822716117891,12,5,12,5,21250,4858,,,,,,,,,,,
+zs__cal_n10,Monocyte,mean_cp10k,3234,0.2489225527042476,0.4935628886560845,0.11743559347279357,0.3074254705471752,12,5,12,5,21940,5863,,,,,,,,,,,
+zs__cal_n10,Monocyte,pseudobulk_log1p_cpm,3234,0.042425372990093135,0.46227802626869846,-0.12365241160494954,0.3167498210961465,12,5,12,5,21940,5863,,,,,,,,,,,
+zs__cal_n10,NK cell,mean_cp10k,3190,-0.04507440447995272,0.0068455302877605505,-0.048745805378953816,0.2705652536354435,12,5,12,5,11270,1381,,,,,,,,,,,
+zs__cal_n10,NK cell,pseudobulk_log1p_cpm,3190,-0.049297210972305466,0.04528539213777953,-0.061941601384425976,0.23841123779137607,12,5,12,5,11270,1381,,,,,,,,,,,
+zs__cal_n10,T cell,welch_top50_deg,5975,,,,,12,5,12,5,67325,12474,True,0,0.0,0,2,0,2,0,0.0,12,12
+zs__cal_n10,B cell,welch_top50_deg,5975,,,,,12,5,12,5,21250,4858,True,0,0.0,3,1,3,1,0,0.0,12,12
+zs__cal_n10,Monocyte,welch_top50_deg,5975,,,,,12,5,12,5,21940,5863,True,0,0.0,1,0,1,0,0,0.0,12,12
+zs__cal_n10,NK cell,welch_top50_deg,5975,,,,,12,5,12,5,11270,1381,True,0,0.0,36,0,36,0,0,0.0,12,12
+zs__cal_n10,DC,welch_top50_deg,5975,,,,,11,5,12,5,654,268,True,0,0.0,5,0,5,0,0,0.0,12,12
+zs__cal_n20,T cell,mean_cp10k,3244,0.052987580141589635,0.07211749771343054,0.02675174335719047,0.3948159919459155,12,5,12,5,67325,12413,,,,,,,,,,,
+zs__cal_n20,T cell,pseudobulk_log1p_cpm,3244,0.01541851771441724,0.1484324627673701,-0.053455620326063887,0.42607553768811146,12,5,12,5,67325,12413,,,,,,,,,,,
+zs__cal_n20,B cell,mean_cp10k,3302,0.11454049062808876,0.16475993409951767,0.061738064055963895,0.34881568111557165,12,5,12,5,21250,4206,,,,,,,,,,,
+zs__cal_n20,B cell,pseudobulk_log1p_cpm,3302,0.26656774175632447,0.32102969144652715,0.17816026468152743,0.33516185805858933,12,5,12,5,21250,4206,,,,,,,,,,,
+zs__cal_n20,Monocyte,mean_cp10k,3234,0.27654789393693935,0.5013320189167504,0.13202720771677662,0.3370958830886105,12,5,12,5,21940,6329,,,,,,,,,,,
+zs__cal_n20,Monocyte,pseudobulk_log1p_cpm,3234,0.07390918193747927,0.4651725488979534,-0.08535262370195576,0.31314197869849136,12,5,12,5,21940,6329,,,,,,,,,,,
+zs__cal_n20,NK cell,mean_cp10k,3190,-0.04617270494373431,0.01924529755265724,-0.05353324059181018,0.274841700428605,12,5,12,5,11270,1575,,,,,,,,,,,
+zs__cal_n20,NK cell,pseudobulk_log1p_cpm,3190,-0.07025238801636056,0.04902970539155898,-0.080795264781863,0.1847234357922646,12,5,12,5,11270,1575,,,,,,,,,,,
+zs__cal_n20,T cell,welch_top50_deg,5975,,,,,12,5,12,5,67325,12413,True,0,0.0,0,5,0,5,0,0.0,7,7
+zs__cal_n20,B cell,welch_top50_deg,5975,,,,,12,5,12,5,21250,4206,True,0,0.0,3,0,3,0,0,0.0,7,7
+zs__cal_n20,Monocyte,welch_top50_deg,5975,,,,,12,5,12,5,21940,6329,True,0,0.0,1,4,1,4,0,0.0,7,7
+zs__cal_n20,NK cell,welch_top50_deg,5975,,,,,12,5,12,5,11270,1575,True,0,0.0,36,0,36,0,0,0.0,7,7
+zs__cal_n20,DC,welch_top50_deg,5975,,,,,11,5,12,5,654,269,True,0,0.0,5,0,5,0,0,0.0,7,7
+zs__cal_n40,T cell,mean_cp10k,3244,0.043485014688864614,0.07971951435690308,0.014190439473331843,0.38145354158457223,12,5,12,5,67325,12486,,,,,,,,,,,
+zs__cal_n40,T cell,pseudobulk_log1p_cpm,3244,0.023793685516194273,0.14924135450891754,-0.043099470340756486,0.4187455135252854,12,5,12,5,67325,12486,,,,,,,,,,,
+zs__cal_n40,B cell,mean_cp10k,3302,0.1499178053528042,0.17010543413993678,0.10525418491287492,0.2995884975073835,12,5,12,5,21250,3752,,,,,,,,,,,
+zs__cal_n40,B cell,pseudobulk_log1p_cpm,3302,0.2573056492548566,0.32098895437609726,0.17200521700032131,0.32094716537616746,12,5,12,5,21250,3752,,,,,,,,,,,
+zs__cal_n40,Monocyte,mean_cp10k,3234,0.2805544945974606,0.4990478314734493,0.14635668454505257,0.32153302249754,12,5,12,5,21940,6713,,,,,,,,,,,
+zs__cal_n40,Monocyte,pseudobulk_log1p_cpm,3234,0.0840311006119273,0.4665409927856541,-0.07222400658924531,0.31028405645259705,12,5,12,5,21940,6713,,,,,,,,,,,
+zs__cal_n40,NK cell,mean_cp10k,3190,-0.041086152750209756,0.030350305264579047,-0.051187649338711734,0.2696221732372998,12,5,12,5,11270,1575,,,,,,,,,,,
+zs__cal_n40,NK cell,pseudobulk_log1p_cpm,3190,-0.037612873667619215,0.04978565423829989,-0.04832668946075479,0.19532192564148693,12,5,12,5,11270,1575,,,,,,,,,,,
+zs__cal_n40,T cell,welch_top50_deg,5975,,,,,12,5,12,5,67325,12486,True,0,0.0,0,9,0,9,0,0.0,6,6
+zs__cal_n40,B cell,welch_top50_deg,5975,,,,,12,5,12,5,21250,3752,True,0,0.0,3,3,3,3,0,0.0,6,6
+zs__cal_n40,Monocyte,welch_top50_deg,5975,,,,,12,5,12,5,21940,6713,True,0,0.0,1,0,1,0,0,0.0,6,6
+zs__cal_n40,NK cell,welch_top50_deg,5975,,,,,12,5,12,5,11270,1575,True,0,0.0,36,0,36,0,0,0.0,6,6
+zs__cal_n40,DC,welch_top50_deg,5975,,,,,11,5,12,5,654,265,True,0,0.0,5,0,5,0,0,0.0,6,6

paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold1/per_donor.csv

@@ -0,0 +1,69 @@
+arm,donor,group,n_generated_cells,n_observed_cells,n_reference_cells,gen_T cell,obs_T cell,gen_B cell,obs_B cell,gen_Monocyte,obs_Monocyte,gen_NK cell,obs_NK cell,gen_DC,obs_DC,gen_Other,obs_Other,comp_l1,comp_l1_obs_loo_null,pb_r,pb_own_rank,pb_top1,precision,coverage,precision_depth_matched,coverage_depth_matched,mono_pct_gen,mono_pct_obs,median_umi_gen,median_umi_obs
+zs__cal_n5,Abd-PS07,ped_sepsis,1500,3472,150,0.8253333333333334,0.8626152073732719,0.04,0.023329493087557603,0.05466666666666667,0.002304147465437788,0.059333333333333335,0.09331797235023041,0.007333333333333333,0.0002880184331797235,0.013333333333333334,0.018145161290322582,0.1521566820276498,0.7566038419643676,0.8394427935192033,10,False,1.0,0.82,0.9866666666666667,0.8466666666666667,5.466666666666667,0.2304147465437788,1636.0,1614.0
+zs__cal_n5,Abd-S120,adult_sepsis,1500,5783,150,0.42,0.3140238630468615,0.08133333333333333,0.11049628220646723,0.402,0.46446481065191075,0.07,0.07297250561992046,0.015333333333333332,0.0008646031471554556,0.011333333333333334,0.03717793532768459,0.24088973427863278,0.5908656531970977,0.8691374292791542,3,False,1.0,0.49333333333333335,1.0,0.8066666666666666,40.2,46.44648106519107,1856.5,2845.0
+zs__cal_n5,Abd-S156,adult_sepsis,1500,7004,150,0.29,0.3343803540833809,0.05,0.08209594517418618,0.5653333333333334,0.39406053683609366,0.034,0.0910908052541405,0.013333333333333334,0.0012849800114220445,0.04733333333333333,0.0970873786407767,0.36664229963830197,0.5674386498391758,0.8692751464827453,2,False,0.98,0.72,0.9733333333333334,0.7733333333333333,56.53333333333334,39.406053683609365,2467.0,1821.0
+zs__cal_n5,HC05,adult_HC,1500,11075,150,0.808,0.6924604966139954,0.12733333333333333,0.09498871331828443,0.017333333333333333,0.08099322799097065,0.038,0.10455981941309254,0.006,0.01164785553047404,0.0033333333333333335,0.015349887133182845,0.2957682468021069,0.4337370565323866,0.8578206187927345,1,True,0.9933333333333333,0.8066666666666666,0.9933333333333333,0.9933333333333333,1.7333333333333332,8.099322799097065,1965.0,2040.0
+zs__cal_n5,HC13,adult_HC,1500,10111,150,0.8086666666666666,0.5676985461378696,0.09666666666666666,0.0842646622490357,0.028666666666666667,0.11433092671348037,0.05733333333333333,0.20393630699238452,0.004666666666666667,0.008109979230540996,0.004,0.021659578676688756,0.5067402498928559,0.3722749607392569,0.8620852461136478,2,False,0.9866666666666667,0.8533333333333334,0.9933333333333333,0.9733333333333334,2.8666666666666667,11.433092671348037,2116.0,2055.0
+zs__cal_n5,IC16,adult_ICU_ctrl,1500,5750,150,0.334,0.3391304347826087,0.14533333333333334,0.1537391304347826,0.43,0.3226086956521739,0.036,0.15878260869565217,0.026,0.003130434782608696,0.028666666666666667,0.022608695652173914,0.27263768115942016,0.44607451645232254,0.8626701362347773,2,False,0.9733333333333334,0.7533333333333333,0.9133333333333333,0.78,43.0,32.26086956521739,1827.5,1942.0
+zs__cal_n5,PHC01,ped_HC,1500,8497,150,0.628,0.5416029186771801,0.274,0.15381899493939039,0.04666666666666667,0.06731787689772861,0.034666666666666665,0.10862657408497117,0.009333333333333334,0.014240320112981052,0.007333333333333333,0.11439331528774861,0.413156172766859,0.27746471289127506,0.8477599643584675,6,False,1.0,0.8333333333333334,1.0,0.88,4.666666666666667,6.731787689772862,2187.0,461.0
+zs__cal_n5,PIC05,ped_ICU_ctrl,1500,7420,150,0.51,0.5920485175202156,0.36866666666666664,0.18409703504043126,0.08266666666666667,0.1637466307277628,0.016666666666666666,0.021024258760107817,0.015333333333333332,0.011320754716981131,0.006666666666666667,0.027762803234501348,0.3771644204851751,0.21818453467918175,0.8544245963509635,1,True,0.98,0.5266666666666666,0.9866666666666667,0.6266666666666667,8.266666666666666,16.37466307277628,2533.5,1666.0
+zs__cal_n5,Res-PS12,ped_sepsis,1500,7200,150,0.15533333333333332,0.18319444444444444,0.788,0.7847222222222222,0.04,0.0025,0.009333333333333334,0.02277777777777778,0.0026666666666666666,0.0005555555555555556,0.004666666666666667,0.00625,0.08577777777777783,1.3162762261152818,0.8432279361356068,1,True,1.0,0.18,0.9933333333333333,0.30666666666666664,4.0,0.25,2222.0,2224.5
+zs__cal_n5,Res-PS22,ped_sepsis,1500,7585,150,0.5,0.5011206328279499,0.10733333333333334,0.08147659854976928,0.2693333333333333,0.33579433091628214,0.10933333333333334,0.05945945945945946,0.008,0.013183915622940013,0.006,0.00896506262359921,0.1514612173148759,0.3355280613782763,0.8794017179470199,1,True,0.8866666666666667,0.6,0.8866666666666667,0.6533333333333333,26.93333333333333,33.57943309162821,1559.0,1514.0
+zs__cal_n5,Res-S10,adult_sepsis,1500,8489,150,0.7086666666666667,0.7626339969372129,0.162,0.0871716338791377,0.03933333333333333,0.01401814112380728,0.048666666666666664,0.08646483684768524,0.0013333333333333333,0.00011779950524207798,0.04,0.04959359170691483,0.20271818431695926,0.5420306127946135,0.8585962397660107,1,True,1.0,0.66,1.0,0.8866666666666667,3.933333333333333,1.401814112380728,2599.0,2651.0
+zs__cal_n5,Res-S184,adult_sepsis,1500,8044,150,0.526,0.6473147687717553,0.14733333333333334,0.11163600198906017,0.19066666666666668,0.05494778717056191,0.102,0.18274490303331675,0.015333333333333332,0.000994530084535057,0.018666666666666668,0.002362008950770761,0.4041193436101442,0.4891226376377034,0.8624754478917633,10,False,0.9933333333333333,0.9533333333333334,0.9866666666666667,0.9466666666666667,19.066666666666666,5.494778717056191,1632.5,1425.0
+zs__cal_n5,Res-S19,adult_sepsis,1500,8601,150,0.6733333333333333,0.628996628299035,0.10866666666666666,0.08719916288803628,0.08866666666666667,0.14777351470759215,0.088,0.07289850017439832,0.008666666666666666,0.001860248808278107,0.03266666666666666,0.061271945122660154,0.1754242529938379,0.2798898629942084,0.8680162535927868,3,False,0.98,0.7466666666666667,0.9866666666666667,0.9066666666666666,8.866666666666667,14.777351470759214,2073.0,3805.0
+zs__cal_n5,Skin-S142,adult_sepsis,1500,6090,150,0.3873333333333333,0.2761904761904762,0.05733333333333333,0.02857142857142857,0.4646666666666667,0.6172413793103448,0.050666666666666665,0.0277504105090312,0.030666666666666665,0.007060755336617406,0.009333333333333334,0.04318555008210181,0.37285385878489324,0.9205913236072242,0.8804676028991867,1,True,0.9733333333333334,0.64,0.92,0.8466666666666667,46.46666666666667,61.724137931034484,2070.5,2405.5
+zs__cal_n5,Skin-S46,adult_sepsis,1500,7902,150,0.462,0.5565679574791192,0.104,0.120222728423184,0.2806666666666667,0.08225765628954695,0.06133333333333333,0.07314603897747406,0.014666666666666666,0.0013920526449000253,0.07733333333333334,0.16641356618577574,0.42336724879777277,0.3494048822610081,0.8613156979900183,10,False,0.9866666666666667,0.8866666666666667,0.9866666666666667,0.9133333333333333,28.066666666666666,8.225765628954695,1500.0,1723.0
+zs__cal_n5,Skin-S52,adult_sepsis,1500,8592,150,0.5033333333333333,0.6380353817504656,0.328,0.31797020484171323,0.08,0.00034916201117318437,0.025333333333333333,0.02292830540037244,0.0033333333333333335,0.0,0.06,0.020716945996275604,0.2694040968342645,0.58625914630196,0.8396480790578048,15,False,0.9866666666666667,0.7733333333333333,0.98,0.7533333333333333,8.0,0.034916201117318434,1920.0,1988.5
+zs__cal_n5,Uri-S157,adult_sepsis,1500,6514,150,0.3913333333333333,0.31393920785999385,0.454,0.3042677310408351,0.108,0.3042677310408351,0.03266666666666666,0.04359840343874731,0.006666666666666667,0.0033773411114522566,0.007333333333333333,0.030549585508136322,0.4608314399754375,0.5457572913783962,0.8507758891893418,4,False,0.9733333333333334,0.76,0.9666666666666667,0.86,10.8,30.42677310408351,2074.0,2105.5
+zs__cal_n10,Abd-PS07,ped_sepsis,1500,3472,150,0.794,0.8626152073732719,0.03866666666666667,0.023329493087557603,0.074,0.002304147465437788,0.07266666666666667,0.09331797235023041,0.009333333333333334,0.0002880184331797235,0.011333333333333334,0.018145161290322582,0.19215668202764974,0.7566038419643676,0.838277533915539,11,False,0.9866666666666667,0.84,0.98,0.8933333333333333,7.3999999999999995,0.2304147465437788,1613.0,1614.0
+zs__cal_n10,Abd-S120,adult_sepsis,1500,5783,150,0.372,0.3140238630468615,0.06466666666666666,0.11049628220646723,0.4633333333333333,0.46446481065191075,0.07133333333333333,0.07297250561992046,0.014666666666666666,0.0008646031471554556,0.014,0.03717793532768459,0.14355640094529945,0.5908656531970977,0.8709271398014766,3,False,1.0,0.5333333333333333,0.9866666666666667,0.8066666666666666,46.33333333333333,46.44648106519107,1809.0,2845.0
+zs__cal_n10,Abd-S156,adult_sepsis,1500,7004,150,0.23133333333333334,0.3343803540833809,0.038,0.08209594517418618,0.6353333333333333,0.39406053683609366,0.03133333333333333,0.0910908052541405,0.010666666666666666,0.0012849800114220445,0.05333333333333334,0.0970873786407767,0.5013089663049686,0.5674386498391758,0.8691306799510674,2,False,0.9933333333333333,0.7666666666666667,0.9933333333333333,0.8,63.53333333333333,39.406053683609365,2607.5,1821.0
+zs__cal_n10,HC05,adult_HC,1500,11075,150,0.7886666666666666,0.6924604966139954,0.124,0.09498871331828443,0.03333333333333333,0.08099322799097065,0.04733333333333333,0.10455981941309254,0.0033333333333333335,0.01164785553047404,0.0033333333333333335,0.015349887133182845,0.2504349134687735,0.4337370565323866,0.8607088220781424,1,True,0.9933333333333333,0.8266666666666667,0.9866666666666667,0.9933333333333333,3.3333333333333335,8.099322799097065,1908.0,2040.0
+zs__cal_n10,HC13,adult_HC,1500,10111,150,0.7813333333333333,0.5676985461378696,0.08933333333333333,0.0842646622490357,0.044,0.11433092671348037,0.07066666666666667,0.20393630699238452,0.006666666666666667,0.008109979230540996,0.008,0.021659578676688756,0.4374069165595227,0.3722749607392569,0.8664829463146081,1,True,0.9933333333333333,0.8466666666666667,0.9866666666666667,1.0,4.3999999999999995,11.433092671348037,2048.0,2055.0
+zs__cal_n10,IC16,adult_ICU_ctrl,1500,5750,150,0.25133333333333335,0.3391304347826087,0.102,0.1537391304347826,0.5626666666666666,0.3226086956521739,0.034666666666666665,0.15878260869565217,0.021333333333333333,0.003130434782608696,0.028,0.022608695652173914,0.5273043478260869,0.44607451645232254,0.86330636143349,2,False,0.9866666666666667,0.7266666666666667,0.9866666666666667,0.7533333333333333,56.266666666666666,32.26086956521739,1824.5,1942.0
+zs__cal_n10,PHC01,ped_HC,1500,8497,150,0.61,0.5416029186771801,0.2713333333333333,0.15381899493939039,0.068,0.06731787689772861,0.03666666666666667,0.10862657408497117,0.008,0.014240320112981052,0.006,0.11439331528774861,0.3731870856380683,0.27746471289127506,0.8515889293104988,5,False,1.0,0.8666666666666667,0.9933333333333333,0.8666666666666667,6.800000000000001,6.731787689772862,2107.0,461.0
+zs__cal_n10,PIC05,ped_ICU_ctrl,1500,7420,150,0.4673333333333333,0.5920485175202156,0.366,0.18409703504043126,0.118,0.1637466307277628,0.02,0.021024258760107817,0.020666666666666667,0.011320754716981131,0.008,0.027762803234501348,0.38249775381850853,0.21818453467918175,0.8581999631878178,1,True,0.9866666666666667,0.5,0.9733333333333334,0.68,11.799999999999999,16.37466307277628,2431.0,1666.0
+zs__cal_n10,Res-PS12,ped_sepsis,1500,7200,150,0.16133333333333333,0.18319444444444444,0.762,0.7847222222222222,0.058666666666666666,0.0025,0.008,0.02277777777777778,0.0026666666666666666,0.0005555555555555556,0.007333333333333333,0.00625,0.1187222222222222,1.3162762261152818,0.8405376198941651,1,True,0.9933333333333333,0.17333333333333334,1.0,0.30666666666666664,5.866666666666666,0.25,2144.0,2224.5
+zs__cal_n10,Res-PS22,ped_sepsis,1500,7585,150,0.46,0.5011206328279499,0.112,0.08147659854976928,0.31933333333333336,0.33579433091628214,0.094,0.05945945945945946,0.008666666666666666,0.013183915622940013,0.006,0.00896506262359921,0.1301278839815425,0.3355280613782763,0.8817787354326807,1,True,0.9133333333333333,0.66,0.9066666666666666,0.6866666666666666,31.933333333333337,33.57943309162821,1514.5,1514.0
+zs__cal_n10,Res-S10,adult_sepsis,1500,8489,150,0.6573333333333333,0.7626339969372129,0.15466666666666667,0.0871716338791377,0.06733333333333333,0.01401814112380728,0.06666666666666667,0.08646483684768524,0.0006666666666666666,0.00011779950524207798,0.05333333333333334,0.04959359170691483,0.2501976675697963,0.5420306127946135,0.8596167205141944,4,False,0.9933333333333333,0.6,1.0,0.86,6.7333333333333325,1.401814112380728,2341.5,2651.0
+zs__cal_n10,Res-S184,adult_sepsis,1500,8044,150,0.5046666666666667,0.6473147687717553,0.124,0.11163600198906017,0.23066666666666666,0.05494778717056191,0.10866666666666666,0.18274490303331675,0.012,0.000994530084535057,0.02,0.002362008950770761,0.43345267694347744,0.4891226376377034,0.8605965601757325,10,False,0.9933333333333333,0.9533333333333334,0.9866666666666667,0.9266666666666666,23.066666666666666,5.494778717056191,1559.0,1425.0
+zs__cal_n10,Res-S19,adult_sepsis,1500,8601,150,0.6166666666666667,0.628996628299035,0.102,0.08719916288803628,0.122,0.14777351470759215,0.106,0.07289850017439832,0.01,0.001860248808278107,0.043333333333333335,0.061271945122660154,0.11208417625857457,0.2798898629942084,0.872031647986563,2,False,0.9933333333333333,0.7533333333333333,0.9933333333333333,0.9133333333333333,12.2,14.777351470759214,1952.0,3805.0
+zs__cal_n10,Skin-S142,adult_sepsis,1500,6090,150,0.32133333333333336,0.2761904761904762,0.04466666666666667,0.02857142857142857,0.5493333333333333,0.6172413793103448,0.04066666666666666,0.0277504105090312,0.028666666666666667,0.007060755336617406,0.015333333333333332,0.04318555008210181,0.19152052545155998,0.9205913236072242,0.8845472873686437,1,True,0.9733333333333334,0.6866666666666666,0.96,0.8533333333333334,54.93333333333334,61.724137931034484,2058.5,2405.5
+zs__cal_n10,Skin-S46,adult_sepsis,1500,7902,150,0.43533333333333335,0.5565679574791192,0.09066666666666667,0.120222728423184,0.326,0.08225765628954695,0.052,0.07314603897747406,0.010666666666666666,0.0013920526449000253,0.08533333333333333,0.16641356618577574,0.5060339154644394,0.3494048822610081,0.8608996299574846,10,False,0.9933333333333333,0.86,0.9866666666666667,0.9133333333333333,32.6,8.225765628954695,1447.0,1723.0
+zs__cal_n10,Skin-S52,adult_sepsis,1500,8592,150,0.502,0.6380353817504656,0.3006666666666667,0.31797020484171323,0.098,0.00034916201117318437,0.027333333333333334,0.02292830540037244,0.004,0.0,0.068,0.020716945996275604,0.30667783985102426,0.58625914630196,0.8367569953169062,15,False,0.9866666666666667,0.6,0.9666666666666667,0.7266666666666667,9.8,0.034916201117318434,1796.0,1988.5
+zs__cal_n10,Uri-S157,adult_sepsis,1500,6514,150,0.36133333333333334,0.31393920785999385,0.454,0.3042677310408351,0.13866666666666666,0.3042677310408351,0.03266666666666666,0.04359840343874731,0.006666666666666667,0.0033773411114522566,0.006666666666666667,0.030549585508136322,0.4008314399754375,0.5457572913783962,0.8565466886010965,1,True,0.98,0.74,0.9866666666666667,0.82,13.866666666666665,30.42677310408351,1996.0,2105.5
+zs__cal_n20,Abd-PS07,ped_sepsis,1500,3472,150,0.792,0.8626152073732719,0.03333333333333333,0.023329493087557603,0.078,0.002304147465437788,0.08133333333333333,0.09331797235023041,0.006,0.0002880184331797235,0.009333333333333334,0.018145161290322582,0.18282334869431646,0.7566038419643676,0.8377244868971271,12,False,0.9866666666666667,0.7666666666666667,0.9866666666666667,0.8333333333333334,7.8,0.2304147465437788,1636.5,1614.0
+zs__cal_n20,Abd-S120,adult_sepsis,1500,5783,150,0.36466666666666664,0.3140238630468615,0.04466666666666667,0.11049628220646723,0.4713333333333333,0.46446481065191075,0.08933333333333333,0.07297250561992046,0.012666666666666666,0.0008646031471554556,0.017333333333333333,0.03717793532768459,0.17134843506830366,0.5908656531970977,0.8712462471518304,3,False,1.0,0.5933333333333334,0.9866666666666667,0.8266666666666667,47.13333333333333,46.44648106519107,1766.5,2845.0
+zs__cal_n20,Abd-S156,adult_sepsis,1500,7004,150,0.24133333333333334,0.3343803540833809,0.035333333333333335,0.08209594517418618,0.6286666666666667,0.39406053683609366,0.03266666666666666,0.0910908052541405,0.011333333333333334,0.0012849800114220445,0.050666666666666665,0.0970873786407767,0.4893089663049686,0.5674386498391758,0.8721762745800318,2,False,0.96,0.8133333333333334,0.9866666666666667,0.84,62.866666666666674,39.406053683609365,2556.0,1821.0
+zs__cal_n20,HC05,adult_HC,1500,11075,150,0.78,0.6924604966139954,0.10266666666666667,0.09498871331828443,0.042,0.08099322799097065,0.06666666666666667,0.10455981941309254,0.006666666666666667,0.01164785553047404,0.002,0.015349887133182845,0.19043491346877356,0.4337370565323866,0.8614779449129589,1,True,1.0,0.78,0.9866666666666667,1.0,4.2,8.099322799097065,1826.5,2040.0
+zs__cal_n20,HC13,adult_HC,1500,10111,150,0.764,0.5676985461378696,0.07,0.0842646622490357,0.05733333333333333,0.11433092671348037,0.09266666666666666,0.20393630699238452,0.007333333333333333,0.008109979230540996,0.008666666666666666,0.021659578676688756,0.39260290772426076,0.3722749607392569,0.869158277452151,1,True,0.9933333333333333,0.8933333333333333,0.9933333333333333,0.9866666666666667,5.733333333333333,11.433092671348037,1965.0,2055.0
+zs__cal_n20,IC16,adult_ICU_ctrl,1500,5750,150,0.234,0.3391304347826087,0.08666666666666667,0.1537391304347826,0.588,0.3226086956521739,0.03666666666666667,0.15878260869565217,0.027333333333333334,0.003130434782608696,0.027333333333333334,0.022608695652173914,0.5886376811594202,0.44607451645232254,0.8650402309605745,2,False,0.9933333333333333,0.68,0.9866666666666667,0.7933333333333333,58.8,32.26086956521739,1794.0,1942.0
+zs__cal_n20,PHC01,ped_HC,1500,8497,150,0.6186666666666667,0.5416029186771801,0.24266666666666667,0.15381899493939039,0.08066666666666666,0.06731787689772861,0.04666666666666667,0.10862657408497117,0.007333333333333333,0.014240320112981052,0.004,0.11439331528774861,0.35852041897140174,0.27746471289127506,0.8532637453296212,5,False,0.9933333333333333,0.8533333333333334,0.9933333333333333,0.8733333333333333,8.066666666666666,6.731787689772862,2100.0,461.0
+zs__cal_n20,PIC05,ped_ICU_ctrl,1500,7420,150,0.466,0.5920485175202156,0.33,0.18409703504043126,0.15333333333333332,0.1637466307277628,0.023333333333333334,0.021024258760107817,0.015333333333333332,0.011320754716981131,0.012,0.027762803234501348,0.30444923629829285,0.21818453467918175,0.8598867584136202,1,True,1.0,0.5133333333333333,0.9933333333333333,0.6933333333333334,15.333333333333332,16.37466307277628,2417.0,1666.0
+zs__cal_n20,Res-PS12,ped_sepsis,1500,7200,150,0.20333333333333334,0.18319444444444444,0.69,0.7847222222222222,0.084,0.0025,0.006666666666666667,0.02277777777777778,0.005333333333333333,0.0005555555555555556,0.010666666666666666,0.00625,0.22166666666666668,1.3162762261152818,0.836340354939673,4,False,1.0,0.14666666666666667,1.0,0.22666666666666666,8.4,0.25,2149.5,2224.5
+zs__cal_n20,Res-PS22,ped_sepsis,1500,7585,150,0.4613333333333333,0.5011206328279499,0.098,0.08147659854976928,0.32866666666666666,0.33579433091628214,0.09533333333333334,0.05945945945945946,0.009333333333333334,0.013183915622940013,0.007333333333333333,0.00896506262359921,0.10479455064820925,0.3355280613782763,0.88333108534295,1,True,0.9466666666666667,0.6666666666666666,0.92,0.7533333333333333,32.86666666666667,33.57943309162821,1508.0,1514.0
+zs__cal_n20,Res-S10,adult_sepsis,1500,8489,150,0.6273333333333333,0.7626339969372129,0.13533333333333333,0.0871716338791377,0.08933333333333333,0.01401814112380728,0.08866666666666667,0.08646483684768524,0.0006666666666666666,0.00011779950524207798,0.058666666666666666,0.04959359170691483,0.27060132720775915,0.5420306127946135,0.857484330213027,6,False,0.9933333333333333,0.5466666666666666,0.9866666666666667,0.7733333333333333,8.933333333333334,1.401814112380728,2149.5,2651.0
+zs__cal_n20,Res-S184,adult_sepsis,1500,8044,150,0.49933333333333335,0.6473147687717553,0.09733333333333333,0.11163600198906017,0.24733333333333332,0.05494778717056191,0.12133333333333333,0.18274490303331675,0.006666666666666667,0.000994530084535057,0.028,0.002362008950770761,0.4473913475882645,0.4891226376377034,0.8594214591169422,10,False,1.0,0.9066666666666666,0.98,0.9066666666666666,24.73333333333333,5.494778717056191,1508.0,1425.0
+zs__cal_n20,Res-S19,adult_sepsis,1500,8601,150,0.578,0.628996628299035,0.09066666666666667,0.08719916288803628,0.15066666666666667,0.14777351470759215,0.12066666666666667,0.07289850017439832,0.008666666666666666,0.001860248808278107,0.051333333333333335,0.061271945122660154,0.12187048017672372,0.2798898629942084,0.8732725017735329,2,False,1.0,0.7133333333333334,0.9933333333333333,0.92,15.066666666666666,14.777351470759214,1809.0,3805.0
+zs__cal_n20,Skin-S142,adult_sepsis,1500,6090,150,0.31333333333333335,0.2761904761904762,0.04066666666666666,0.02857142857142857,0.5733333333333334,0.6172413793103448,0.037333333333333336,0.0277504105090312,0.02666666666666667,0.007060755336617406,0.008666666666666666,0.04318555008210181,0.15685385878489327,0.9205913236072242,0.8855888892766449,1,True,0.98,0.6533333333333333,0.9533333333333334,0.86,57.333333333333336,61.724137931034484,2098.5,2405.5
+zs__cal_n20,Skin-S46,adult_sepsis,1500,7902,150,0.43333333333333335,0.5565679574791192,0.07666666666666666,0.120222728423184,0.346,0.08225765628954695,0.04666666666666667,0.07314603897747406,0.014,0.0013920526449000253,0.08333333333333333,0.16641356618577574,0.552700582131106,0.3494048822610081,0.8590324820772204,10,False,0.9733333333333334,0.84,0.9933333333333333,0.8533333333333334,34.599999999999994,8.225765628954695,1383.0,1723.0
+zs__cal_n20,Skin-S52,adult_sepsis,1500,8592,150,0.5186666666666667,0.6380353817504656,0.256,0.31797020484171323,0.11466666666666667,0.00034916201117318437,0.028666666666666667,0.02292830540037244,0.002,0.0,0.08,0.020716945996275604,0.36267783985102425,0.58625914630196,0.8328418837282912,15,False,0.9666666666666667,0.5333333333333333,0.9533333333333334,0.58,11.466666666666667,0.034916201117318434,1701.0,1988.5
+zs__cal_n20,Uri-S157,adult_sepsis,1500,6514,150,0.38,0.31393920785999385,0.374,0.3042677310408351,0.186,0.3042677310408351,0.035333333333333335,0.04359840343874731,0.012,0.0033773411114522566,0.012666666666666666,0.030549585508136322,0.28883143997543753,0.5457572913783962,0.862964943319183,1,True,1.0,0.76,0.98,0.86,18.6,30.42677310408351,1967.0,2105.5
+zs__cal_n40,Abd-PS07,ped_sepsis,1500,3472,150,0.7886666666666666,0.8626152073732719,0.030666666666666665,0.023329493087557603,0.08133333333333333,0.002304147465437788,0.084,0.09331797235023041,0.008,0.0002880184331797235,0.007333333333333333,0.018145161290322582,0.1881566820276498,0.7566038419643676,0.8361602173939245,13,False,1.0,0.7866666666666666,0.98,0.8133333333333334,8.133333333333333,0.2304147465437788,1628.5,1614.0
+zs__cal_n40,Abd-S120,adult_sepsis,1500,5783,150,0.3526666666666667,0.3140238630468615,0.036,0.11049628220646723,0.496,0.46446481065191075,0.08666666666666667,0.07297250561992046,0.011333333333333334,0.0008646031471554556,0.017333333333333333,0.03717793532768459,0.18868176840163706,0.5908656531970977,0.8705909034518979,3,False,1.0,0.6066666666666667,0.98,0.8466666666666667,49.6,46.44648106519107,1773.5,2845.0
+zs__cal_n40,Abd-S156,adult_sepsis,1500,7004,150,0.24866666666666667,0.3343803540833809,0.029333333333333333,0.08209594517418618,0.6406666666666667,0.39406053683609366,0.02666666666666667,0.0910908052541405,0.008,0.0012849800114220445,0.04666666666666667,0.0970873786407767,0.506642299638302,0.5674386498391758,0.8712448563854687,2,False,0.9866666666666667,0.8133333333333334,0.9733333333333334,0.8466666666666667,64.06666666666668,39.406053683609365,2516.0,1821.0
+zs__cal_n40,HC05,adult_HC,1500,11075,150,0.7926666666666666,0.6924604966139954,0.08533333333333333,0.09498871331828443,0.048,0.08099322799097065,0.06666666666666667,0.10455981941309254,0.005333333333333333,0.01164785553047404,0.002,0.015349887133182845,0.20041234010534237,0.4337370565323866,0.8617029745352148,1,True,1.0,0.8333333333333334,1.0,0.9933333333333333,4.8,8.099322799097065,1803.5,2040.0
+zs__cal_n40,HC13,adult_HC,1500,10111,150,0.768,0.5676985461378696,0.06133333333333333,0.0842646622490357,0.056666666666666664,0.11433092671348037,0.096,0.20393630699238452,0.009333333333333334,0.008109979230540996,0.008666666666666666,0.021659578676688756,0.40304961592984545,0.3722749607392569,0.8694136861673711,1,True,0.9933333333333333,0.8866666666666667,1.0,1.0,5.666666666666666,11.433092671348037,1949.0,2055.0
+zs__cal_n40,IC16,adult_ICU_ctrl,1500,5750,150,0.206,0.3391304347826087,0.06333333333333334,0.1537391304347826,0.6373333333333333,0.3226086956521739,0.036,0.15878260869565217,0.02666666666666667,0.003130434782608696,0.030666666666666665,0.022608695652173914,0.6926376811594203,0.44607451645232254,0.8623899773763147,2,False,0.9933333333333333,0.6466666666666666,0.9933333333333333,0.7466666666666667,63.733333333333334,32.26086956521739,1804.5,1942.0
+zs__cal_n40,PHC01,ped_HC,1500,8497,150,0.628,0.5416029186771801,0.222,0.15381899493939039,0.084,0.06731787689772861,0.05,0.10862657408497117,0.011333333333333334,0.014240320112981052,0.004666666666666667,0.11439331528774861,0.34252041897140173,0.27746471289127506,0.8532614139969978,5,False,0.9933333333333333,0.86,0.9933333333333333,0.9066666666666666,8.4,6.731787689772862,2086.5,461.0
+zs__cal_n40,PIC05,ped_ICU_ctrl,1500,7420,150,0.47533333333333333,0.5920485175202156,0.2926666666666667,0.18409703504043126,0.176,0.1637466307277628,0.025333333333333333,0.021024258760107817,0.018666666666666668,0.011320754716981131,0.012,0.027762803234501348,0.2649559748427673,0.21818453467918175,0.8602554771941886,1,True,0.9866666666666667,0.5266666666666666,0.9933333333333333,0.72,17.599999999999998,16.37466307277628,2413.5,1666.0
+zs__cal_n40,Res-PS12,ped_sepsis,1500,7200,150,0.24133333333333334,0.18319444444444444,0.6306666666666667,0.7847222222222222,0.10066666666666667,0.0025,0.008,0.02277777777777778,0.006666666666666667,0.0005555555555555556,0.012666666666666666,0.00625,0.33766666666666667,1.3162762261152818,0.8329780325544133,11,False,0.9933333333333333,0.13333333333333333,0.9933333333333333,0.20666666666666667,10.066666666666666,0.25,2187.5,2224.5
+zs__cal_n40,Res-PS22,ped_sepsis,1500,7585,150,0.46,0.5011206328279499,0.086,0.08147659854976928,0.3506666666666667,0.33579433091628214,0.09066666666666667,0.05945945945945946,0.007333333333333333,0.013183915622940013,0.005333333333333333,0.00896506262359921,0.10120588881564495,0.3355280613782763,0.8827645180132171,1,True,0.9466666666666667,0.66,0.88,0.7666666666666667,35.06666666666667,33.57943309162821,1537.0,1514.0
+zs__cal_n40,Res-S10,adult_sepsis,1500,8489,150,0.6286666666666667,0.7626339969372129,0.12,0.0871716338791377,0.096,0.01401814112380728,0.09133333333333334,0.08646483684768524,0.0006666666666666666,0.00011779950524207798,0.06333333333333334,0.04959359170691483,0.2679346605410924,0.5420306127946135,0.8569950286169993,6,False,0.98,0.47333333333333333,0.9733333333333334,0.7866666666666666,9.6,1.401814112380728,2106.5,2651.0
+zs__cal_n40,Res-S184,adult_sepsis,1500,8044,150,0.49866666666666665,0.6473147687717553,0.088,0.11163600198906017,0.256,0.05494778717056191,0.122,0.18274490303331675,0.005333333333333333,0.000994530084535057,0.03,0.002362008950770761,0.4660580142549312,0.4891226376377034,0.8584285405223417,10,False,1.0,0.8933333333333333,1.0,0.8866666666666667,25.6,5.494778717056191,1503.0,1425.0
+zs__cal_n40,Res-S19,adult_sepsis,1500,8601,150,0.5833333333333334,0.628996628299035,0.08,0.08719916288803628,0.16,0.14777351470759215,0.118,0.07289850017439832,0.010666666666666666,0.001860248808278107,0.048,0.061271945122660154,0.13226880595279616,0.2798898629942084,0.8728680376458974,3,False,0.9866666666666667,0.72,0.9866666666666667,0.9066666666666666,16.0,14.777351470759214,1780.0,3805.0
+zs__cal_n40,Skin-S142,adult_sepsis,1500,6090,150,0.29133333333333333,0.2761904761904762,0.03666666666666667,0.02857142857142857,0.602,0.6172413793103448,0.03933333333333333,0.0277504105090312,0.022,0.007060755336617406,0.008666666666666666,0.04318555008210181,0.09952052545155995,0.9205913236072242,0.8858144258738396,1,True,0.9866666666666667,0.68,0.9666666666666667,0.92,60.199999999999996,61.724137931034484,2106.0,2405.5
+zs__cal_n40,Skin-S46,adult_sepsis,1500,7902,150,0.42333333333333334,0.5565679574791192,0.07266666666666667,0.120222728423184,0.36866666666666664,0.08225765628954695,0.04666666666666667,0.07314603897747406,0.009333333333333334,0.0013920526449000253,0.07933333333333334,0.16641356618577574,0.588700582131106,0.3494048822610081,0.8578308319953999,10,False,0.9866666666666667,0.7866666666666666,0.9866666666666667,0.8933333333333333,36.86666666666667,8.225765628954695,1392.5,1723.0
+zs__cal_n40,Skin-S52,adult_sepsis,1500,8592,150,0.5366666666666666,0.6380353817504656,0.22533333333333333,0.31797020484171323,0.11866666666666667,0.00034916201117318437,0.028666666666666667,0.02292830540037244,0.004666666666666667,0.0,0.086,0.020716945996275604,0.3880111731843576,0.58625914630196,0.8307671213029055,15,False,1.0,0.43333333333333335,0.9866666666666667,0.5066666666666667,11.866666666666667,0.034916201117318434,1666.5,1988.5
+zs__cal_n40,Uri-S157,adult_sepsis,1500,6514,150,0.40066666666666667,0.31393920785999385,0.3413333333333333,0.3042677310408351,0.20266666666666666,0.3042677310408351,0.034,0.04359840343874731,0.011333333333333334,0.0033773411114522566,0.01,0.030549585508136322,0.26349810664210416,0.5457572913783962,0.8645398124309625,1,True,1.0,0.7266666666666667,0.9933333333333333,0.84,20.266666666666666,30.42677310408351,1986.5,2105.5

paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold1/summary.json

@@ -0,0 +1,1360 @@
+{
+ "schema": "paired_ft_scores.v1",
+ "dataset": "ye2026_sepsis",
+ "written_utc": "2026-10-01T14:21:36.395036+00:00",
+ "command": [
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py",
+  "--dataset",
+  "ye2026_sepsis",
+  "--out",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold1",
+  "--threads",
+  "8",
+  "--arm",
+  "zs__cal_n5=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n5.npz",
+  "--arm",
+  "zs__cal_n10=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n10.npz",
+  "--arm",
+  "zs__cal_n20=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n20.npz",
+  "--arm",
+  "zs__cal_n40=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n40.npz",
+  "--case-groups",
+  "adult_sepsis,ped_sepsis",
+  "--control-groups",
+  "adult_HC,adult_ICU_ctrl,ped_HC,ped_ICU_ctrl"
+ ],
+ "arms": [
+  "zs__cal_n5",
+  "zs__cal_n10",
+  "zs__cal_n20",
+  "zs__cal_n40"
+ ],
+ "donors": [
+  "Abd-PS07",
+  "Abd-S120",
+  "Abd-S156",
+  "HC05",
+  "HC13",
+  "IC16",
+  "PHC01",
+  "PIC05",
+  "Res-PS12",
+  "Res-PS22",
+  "Res-S10",
+  "Res-S184",
+  "Res-S19",
+  "Skin-S142",
+  "Skin-S46",
+  "Skin-S52",
+  "Uri-S157"
+ ],
+ "n_donors": 17,
+ "reference": {
+  "cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis",
+  "reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
+  "features_sha256": "0cfda4b0cf1caf5e5319d071697c228d894e992fd090e2b3ed450bd6c9887d46",
+  "n_r1_cells": 2550,
+  "pca": {
+   "n_components": 50,
+   "explained_variance_ratio_sum": 0.3399847447872162,
+   "n_fit_cells": 2550
+  },
+  "r2_control": {
+   "precision": 0.9980392156862745,
+   "coverage": 1.0,
+   "density": 2.2331764705882353,
+   "n_query": 2550,
+   "depth_matched": {
+    "precision": 0.9964705882352941,
+    "coverage": 1.0,
+    "density": 2.2067058823529413
+   }
+  },
+  "observed_l1_loo_null_mean": 0.5310296453390433
+ },
+ "contrast_definition": {
+  "enabled": true,
+  "rule": "explicit --case-groups / --control-groups",
+  "group_source": "features groups",
+  "case_groups": [
+   "adult_sepsis",
+   "ped_sepsis"
+  ],
+  "control_groups": [
+   "adult_HC",
+   "adult_ICU_ctrl",
+   "ped_HC",
+   "ped_ICU_ctrl"
+  ],
+  "n_case_donors": 12,
+  "n_control_donors": 5,
+  "n_donors_in_neither": 0,
+  "case": [
+   true,
+   true,
+   true,
+   false,
+   false,
+   false,
+   false,
+   false,
+   true,
+   true,
+   true,
+   true,
+   true,
+   true,
+   true,
+   true,
+   true
+  ],
+  "ctrl": [
+   false,
+   false,
+   false,
+   true,
+   true,
+   true,
+   true,
+   true,
+   false,
+   false,
+   false,
+   false,
+   false,
+   false,
+   false,
+   false,
+   false
+  ],
+  "groups": [
+   "ped_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_HC",
+   "adult_HC",
+   "adult_ICU_ctrl",
+   "ped_HC",
+   "ped_ICU_ctrl",
+   "ped_sepsis",
+   "ped_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_sepsis",
+   "adult_sepsis"
+  ]
+ },
+ "deg_definition": {
+  "enabled": true,
+  "score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
+  "source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
+  "functions": [
+   "welch_bh_deg",
+   "top_deg_genes",
+   "jaccard"
+  ],
+  "reproduces": "utility_studies_final6k_20260925/sle top-50 DEG 81 (1,006 genes) / 84 (2,279 genes) = sum over the six gated types of top50_overlap_count",
+  "top_n": 50,
+  "fdr": 0.05,
+  "n_genes": 5975,
+  "types": [
+   "T cell",
+   "B cell",
+   "Monocyte",
+   "NK cell",
+   "DC"
+  ],
+  "aggregates_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz",
+  "aggregates_sha256": "9886ea64da90b1db6a07984d5d61d7dab04ee0beee7d4094ee3672316c2691d0",
+  "aggregates_note": null,
+  "types_not_scored_observed": [],
+  "observed": {
+   "T cell": {
+    "n_significant": 0,
+    "n_tested": 5661,
+    "n_case_donors": 12,
+    "n_control_donors": 5,
+    "n_cells": 67325,
+    "top_list_size": 0
+   },
+   "B cell": {
+    "n_significant": 3,
+    "n_tested": 5495,
+    "n_case_donors": 12,
+    "n_control_donors": 5,
+    "n_cells": 21250,
+    "top_list_size": 3
+   },
+   "Monocyte": {
+    "n_significant": 1,
+    "n_tested": 5517,
+    "n_case_donors": 12,
+    "n_control_donors": 5,
+    "n_cells": 21940,
+    "top_list_size": 1
+   },
+   "NK cell": {
+    "n_significant": 36,
+    "n_tested": 5324,
+    "n_case_donors": 12,
+    "n_control_donors": 5,
+    "n_cells": 11270,
+    "top_list_size": 36
+   },
+   "DC": {
+    "n_significant": 5,
+    "n_tested": 4794,
+    "n_case_donors": 11,
+    "n_control_donors": 5,
+    "n_cells": 654,
+    "top_list_size": 5
+   }
+  },
+  "broadcast": "welch_bh_deg + top_deg_genes on the arm's condition bulk_counts (scoring genes, case|control donors), one list compared with every type's observed list (sle_broadcast.py broadcast_input_bulk); not part of the published benchmark"
+ },
+ "headline": {
+  "zs__cal_n5": {
+   "comp_l1": 0.30418311220335087,
+   "comp_l1_obs_loo_null": 0.5310296453390433,
+   "precision": 0.9819607843137255,
+   "coverage": 0.7062745098039216,
+   "precision_dm": 0.9737254901960785,
+   "coverage_dm": 0.8090196078431372,
+   "pb_r_median": 0.8613156979900183,
+   "pb_top1": 0.35294117647058826,
+   "mono_pct_gen": 18.75686274509804,
+   "mono_pct_obs": 18.641038561798247,
+   "median_umi_gen": 1988.5,
+   "median_umi_obs": 1949.0,
+   "contrast_mean_cp10k_r_gen": 0.055162656908778064,
+   "contrast_pseudobulk_log1p_cpm_r_gen": 0.031948944665715046,
+   "contrast_mean_cp10k_r_broadcast": 0.17270909791282665,
+   "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.23883611760401166,
+   "deg_top50_T": 0,
+   "deg_top50_B": 0,
+   "deg_top50_Mono": 0,
+   "deg_top50_NK": 0,
+   "deg_top50_DC": 0,
+   "deg_top50_sum": 0,
+   "deg_top50_max": 45,
+   "deg_top50_sum_4type": 0,
+   "deg_top50_sum_broadcast": 0,
+   "seconds": 6.5
+  },
+  "zs__cal_n10": {
+   "comp_l1": 0.30926478907687954,
+   "comp_l1_obs_loo_null": 0.5310296453390433,
+   "precision": 0.9858823529411764,
+   "coverage": 0.7019607843137254,
+   "precision_dm": 0.9807843137254902,
+   "coverage_dm": 0.8117647058823529,
+   "pb_r_median": 0.8607088220781424,
+   "pb_top1": 0.4117647058823529,
+   "mono_pct_gen": 22.992156862745098,
+   "mono_pct_obs": 18.641038561798247,
+   "median_umi_gen": 1926.0,
+   "median_umi_obs": 1949.0,
+   "contrast_mean_cp10k_r_gen": 0.08765019689317205,
+   "contrast_pseudobulk_log1p_cpm_r_gen": 0.05786159604781637,
+   "contrast_mean_cp10k_r_broadcast": 0.18027761797019742,
+   "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.24208113300890624,
+   "deg_top50_T": 0,
+   "deg_top50_B": 0,
+   "deg_top50_Mono": 0,
+   "deg_top50_NK": 0,
+   "deg_top50_DC": 0,
+   "deg_top50_sum": 0,
+   "deg_top50_max": 45,
+   "deg_top50_sum_4type": 0,
+   "deg_top50_sum_broadcast": 0,
+   "seconds": 5.9
+  },
+  "zs__cal_n20": {
+   "comp_l1": 0.30620670592469545,
+   "comp_l1_obs_loo_null": 0.5310296453390433,
+   "precision": 0.9874509803921568,
+   "coverage": 0.6858823529411765,
+   "precision_dm": 0.9807843137254902,
+   "coverage_dm": 0.7988235294117647,
+   "pb_r_median": 0.8614779449129589,
+   "pb_top1": 0.35294117647058826,
+   "mono_pct_gen": 24.819607843137252,
+   "mono_pct_obs": 18.641038561798247,
+   "median_umi_gen": 1880.5,
+   "median_umi_obs": 1949.0,
+   "contrast_mean_cp10k_r_gen": 0.09947581494072086,
+   "contrast_pseudobulk_log1p_cpm_r_gen": 0.0714107633479651,
+   "contrast_mean_cp10k_r_broadcast": 0.18936368707058895,
+   "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.2459161021258524,
+   "deg_top50_T": 0,
+   "deg_top50_B": 0,
+   "deg_top50_Mono": 0,
+   "deg_top50_NK": 0,
+   "deg_top50_DC": 0,
+   "deg_top50_sum": 0,
+   "deg_top50_max": 45,
+   "deg_top50_sum_4type": 0,
+   "deg_top50_sum_broadcast": 0,
+   "seconds": 5.9
+  },
+  "zs__cal_n40": {
+   "comp_l1": 0.31952477674803675,
+   "comp_l1_obs_loo_null": 0.5310296453390433,
+   "precision": 0.9901960784313726,
+   "coverage": 0.6745098039215687,
+   "precision_dm": 0.9811764705882353,
+   "coverage_dm": 0.7992156862745098,
+   "pb_r_median": 0.8617029745352148,
+   "pb_top1": 0.35294117647058826,
+   "mono_pct_gen": 26.325490196078427,
+   "mono_pct_obs": 18.641038561798247,
+   "median_umi_gen": 1867.0,
+   "median_umi_obs": 1949.0,
+   "contrast_mean_cp10k_r_gen": 0.10821779047222992,
+   "contrast_pseudobulk_log1p_cpm_r_gen": 0.08187939042883974,
+   "contrast_mean_cp10k_r_broadcast": 0.19480577130871704,
+   "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.24663923897724221,
+   "deg_top50_T": 0,
+   "deg_top50_B": 0,
+   "deg_top50_Mono": 0,
+   "deg_top50_NK": 0,
+   "deg_top50_DC": 0,
+   "deg_top50_sum": 0,
+   "deg_top50_max": 45,
+   "deg_top50_sum_4type": 0,
+   "deg_top50_sum_broadcast": 0,
+   "seconds": 5.8
+  }
+ },
+ "per_arm": {
+  "zs__cal_n5": {
+   "arm": "zs__cal_n5",
+   "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n5.npz",
+   "npz_sha256": "69b6a765517fed389dd6919f3f816c0d4cb006d7e985fac864f819a4eb15a140",
+   "receipt_verified": true,
+   "generation": {
+    "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
+    "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
+    "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n5.npz",
+    "input_condition_sha256": "c1812341db73502d7fa0c7a0fcdccc22f55bde928434897d5eb58431c17ab823",
+    "seed": 20260927,
+    "steps": 50,
+    "support_readout": "bernoulli",
+    "weights": "ema"
+   },
+   "condition_for_broadcast": {
+    "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n5.npz",
+    "sha256": "c1812341db73502d7fa0c7a0fcdccc22f55bde928434897d5eb58431c17ab823"
+   },
+   "poisson": {
+    "seed": 20260916,
+    "rule": "whole NPZ, rows in NPZ order",
+    "nnz_whole_npz": 6832474,
+    "median_library_whole_npz_panel": 1988.5,
+    "n_rows_whole_npz": 25500
+   },
+   "annotation": {
+    "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
+    "zero_padded_model_genes": 0,
+    "label_counts": {
+     "T cell": 13397,
+     "B cell": 5160,
+     "Monocyte": 4783,
+     "NK cell": 1310,
+     "Other": 567,
+     "DC": 283
+    },
+    "mean_l2_max_prob": 0.9300961906448298,
+    "predict_seconds": 3.2
+   },
+   "n_donors": 17,
+   "n_generated_cells": 25500,
+   "composition": {
+    "l1_mean": 0.30418311220335087,
+    "l1_median": 0.2957682468021069,
+    "l1_obs_loo_null_mean": 0.5310296453390433,
+    "l1_generated_loo_mean_vs_observed_mean": 0.5517825354945157,
+    "composition_top1": 0.35294117647058826,
+    "mean_fraction_generated": {
+     "T cell": 0.525373,
+     "B cell": 0.202353,
+     "Monocyte": 0.187569,
+     "NK cell": 0.051373,
+     "DC": 0.011098,
+     "Other": 0.022235
+    },
+    "mean_fraction_observed": {
+     "T cell": 0.514821,
+     "B cell": 0.165298,
+     "Monocyte": 0.18641,
+     "NK cell": 0.085063,
+     "DC": 0.004672,
+     "Other": 0.043735
+    }
+   },
+   "pseudobulk": {
+    "n_genes": 5975,
+    "r_median": 0.8613156979900183,
+    "r_mean": 0.8592082820941901,
+    "top1": 0.35294117647058826,
+    "n_top1": 6,
+    "own_rank_median": 2.0,
+    "chance_top1": 0.058823529411764705
+   },
+   "precision_coverage": {
+    "precision": 0.9819607843137255,
+    "coverage": 0.7062745098039216,
+    "density": 1.231843137254902,
+    "n_query": 2550,
+    "n_reference": 2550
+   },
+   "precision_coverage_depth_matched": {
+    "precision": 0.9737254901960785,
+    "coverage": 0.8090196078431372,
+    "density": 1.3247450980392157,
+    "detected_median_before": {
+     "R1": 398.0,
+     "Q": 261.0
+    },
+    "detected_median_after": {
+     "R1": 259.0,
+     "Q": 259.0
+    }
+   },
+   "monocyte_pct": {
+    "generated_mean_over_donors": 18.75686274509804,
+    "observed_mean_over_donors": 18.641038561798247,
+    "generated_pooled_cells": 18.756862745098037
+   },
+   "median_umi_per_cell_scoring_genes": {
+    "generated_pooled": 1988.5,
+    "observed_pooled": 1949.0,
+    "generated_mean_of_donor_medians": 2014.0294189453125,
+    "observed_mean_of_donor_medians": 2016.8235294117646
+   },
+   "contrast": {
+    "mean_cp10k": {
+     "per_type": {
+      "T cell": {
+       "r_generated": -0.01097849601195946,
+       "r_broadcast": 0.05969747758724113,
+       "partial_r_generated_given_broadcast": -0.037834151102778886,
+       "r_generated_vs_broadcast": 0.39679694471774896,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.07001060094527295,
+       "r_broadcast": 0.14807933168747647,
+       "partial_r_generated_given_broadcast": 0.019530167002640132,
+       "r_generated_vs_broadcast": 0.3506364615840299,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.21841096083720482,
+       "r_broadcast": 0.48691945829844435,
+       "partial_r_generated_given_broadcast": 0.0923937220247957,
+       "r_generated_vs_broadcast": 0.28993794880628404,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.05679243813540604,
+       "r_broadcast": -0.0038598759218553013,
+       "partial_r_generated_given_broadcast": -0.057628339582467374,
+       "r_generated_vs_broadcast": 0.247303382569059,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.055162656908778064,
+     "mean_r_broadcast": 0.17270909791282665,
+     "mean_partial_r": 0.004115349585547394
+    },
+    "pseudobulk_log1p_cpm": {
+     "per_type": {
+      "T cell": {
+       "r_generated": -0.038507854723518684,
+       "r_broadcast": 0.14385635944218067,
+       "partial_r_generated_given_broadcast": -0.10668929326756608,
+       "r_generated_vs_broadcast": 0.4037586955230256,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.21963386675235172,
+       "r_broadcast": 0.3108535636208292,
+       "partial_r_generated_given_broadcast": 0.13166063838913977,
+       "r_generated_vs_broadcast": 0.3259777123005558,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.012708190872999119,
+       "r_broadcast": 0.4573193853466589,
+       "partial_r_generated_given_broadcast": -0.12408831365073368,
+       "r_generated_vs_broadcast": 0.26074329219381254,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.066038424238972,
+       "r_broadcast": 0.043315162006377896,
+       "partial_r_generated_given_broadcast": -0.07398766977292816,
+       "r_generated_vs_broadcast": 0.15994740129810175,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.031948944665715046,
+     "mean_r_broadcast": 0.23883611760401166,
+     "mean_partial_r": -0.04327615957552204
+    }
+   },
+   "deg_top50": {
+    "types_scored": [
+     "T cell",
+     "B cell",
+     "Monocyte",
+     "NK cell",
+     "DC"
+    ],
+    "types_not_scored": {},
+    "per_type": {
+     "T cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": null,
+      "obs_top_list_size": 0,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 67325,
+      "n_cells_gen": 13397
+     },
+     "B cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 3,
+      "gen_top_list_size": 11,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21250,
+      "n_cells_gen": 5160
+     },
+     "Monocyte": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 1,
+      "gen_top_list_size": 4,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21940,
+      "n_cells_gen": 4783
+     },
+     "NK cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 36,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 11270,
+      "n_cells_gen": 1310
+     },
+     "DC": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 5,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 654,
+      "n_cells_gen": 283
+     }
+    },
+    "sum": 0,
+    "sum_4type": 0,
+    "max": 45,
+    "mean": 0.0,
+    "sum_broadcast": 0,
+    "sum_broadcast_4type": 0,
+    "broadcast_n_significant": 12,
+    "seconds": 0.05
+   },
+   "seconds": 6.5
+  },
+  "zs__cal_n10": {
+   "arm": "zs__cal_n10",
+   "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n10.npz",
+   "npz_sha256": "2c58aad3a4391d1469fb99299ab914b9831b44a8b5542e54c6e0774463cd5e13",
+   "receipt_verified": true,
+   "generation": {
+    "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
+    "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
+    "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n10.npz",
+    "input_condition_sha256": "148dfa7f503bd94d72df2e677a425164dcaae1753acff0585a041ff65108fc08",
+    "seed": 20260927,
+    "steps": 50,
+    "support_readout": "bernoulli",
+    "weights": "ema"
+   },
+   "condition_for_broadcast": {
+    "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n10.npz",
+    "sha256": "148dfa7f503bd94d72df2e677a425164dcaae1753acff0585a041ff65108fc08"
+   },
+   "poisson": {
+    "seed": 20260916,
+    "rule": "whole NPZ, rows in NPZ order",
+    "nnz_whole_npz": 6822216,
+    "median_library_whole_npz_panel": 1926.0,
+    "n_rows_whole_npz": 25500
+   },
+   "annotation": {
+    "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
+    "zero_padded_model_genes": 0,
+    "label_counts": {
+     "T cell": 12474,
+     "Monocyte": 5863,
+     "B cell": 4858,
+     "NK cell": 1381,
+     "Other": 656,
+     "DC": 268
+    },
+    "mean_l2_max_prob": 0.9345259841452627,
+    "predict_seconds": 3.0
+   },
+   "n_donors": 17,
+   "n_generated_cells": 25500,
+   "composition": {
+    "l1_mean": 0.30926478907687954,
+    "l1_median": 0.30667783985102426,
+    "l1_obs_loo_null_mean": 0.5310296453390433,
+    "l1_generated_loo_mean_vs_observed_mean": 0.5647649307360763,
+    "composition_top1": 0.47058823529411764,
+    "mean_fraction_generated": {
+     "T cell": 0.489176,
+     "B cell": 0.19051,
+     "Monocyte": 0.229922,
+     "NK cell": 0.054157,
+     "DC": 0.01051,
+     "Other": 0.025725
+    },
+    "mean_fraction_observed": {
+     "T cell": 0.514821,
+     "B cell": 0.165298,
+     "Monocyte": 0.18641,
+     "NK cell": 0.085063,
+     "DC": 0.004672,
+     "Other": 0.043735
+    }
+   },
+   "pseudobulk": {
+    "n_genes": 5975,
+    "r_median": 0.8607088220781424,
+    "r_mean": 0.860702015367065,
+    "top1": 0.4117647058823529,
+    "n_top1": 7,
+    "own_rank_median": 2.0,
+    "chance_top1": 0.058823529411764705
+   },
+   "precision_coverage": {
+    "precision": 0.9858823529411764,
+    "coverage": 0.7019607843137254,
+    "density": 1.2552549019607844,
+    "n_query": 2550,
+    "n_reference": 2550
+   },
+   "precision_coverage_depth_matched": {
+    "precision": 0.9807843137254902,
+    "coverage": 0.8117647058823529,
+    "density": 1.3130196078431373,
+    "detected_median_before": {
+     "R1": 398.0,
+     "Q": 259.0
+    },
+    "detected_median_after": {
+     "R1": 258.0,
+     "Q": 258.0
+    }
+   },
+   "monocyte_pct": {
+    "generated_mean_over_donors": 22.992156862745098,
+    "observed_mean_over_donors": 18.641038561798247,
+    "generated_pooled_cells": 22.992156862745098
+   },
+   "median_umi_per_cell_scoring_genes": {
+    "generated_pooled": 1926.0,
+    "observed_pooled": 1949.0,
+    "generated_mean_of_donor_medians": 1950.38232421875,
+    "observed_mean_of_donor_medians": 2016.8235294117646
+   },
+   "contrast": {
+    "mean_cp10k": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.034058317232503146,
+       "r_broadcast": 0.06429240755808875,
+       "partial_r_generated_given_broadcast": 0.009337736139606815,
+       "r_generated_vs_broadcast": 0.39669491693321807,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.11269432211589019,
+       "r_broadcast": 0.1564096453788559,
+       "partial_r_generated_given_broadcast": 0.06609737662824844,
+       "r_generated_vs_broadcast": 0.3259057696226607,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.2489225527042476,
+       "r_broadcast": 0.4935628886560845,
+       "partial_r_generated_given_broadcast": 0.11743559347279357,
+       "r_generated_vs_broadcast": 0.3074254705471752,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.04507440447995272,
+       "r_broadcast": 0.0068455302877605505,
+       "partial_r_generated_given_broadcast": -0.048745805378953816,
+       "r_generated_vs_broadcast": 0.2705652536354435,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.08765019689317205,
+     "mean_r_broadcast": 0.18027761797019742,
+     "mean_partial_r": 0.036031225215423755
+    },
+    "pseudobulk_log1p_cpm": {
+     "per_type": {
+      "T cell": {
+       "r_generated": -0.004447365091050595,
+       "r_broadcast": 0.14522334627414285,
+       "partial_r_generated_given_broadcast": -0.07507852640251392,
+       "r_generated_vs_broadcast": 0.4309470401921691,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.24276558726452843,
+       "r_broadcast": 0.31553776735500416,
+       "partial_r_generated_given_broadcast": 0.15846269276319072,
+       "r_generated_vs_broadcast": 0.3174822716117891,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.042425372990093135,
+       "r_broadcast": 0.46227802626869846,
+       "partial_r_generated_given_broadcast": -0.12365241160494954,
+       "r_generated_vs_broadcast": 0.3167498210961465,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.049297210972305466,
+       "r_broadcast": 0.04528539213777953,
+       "partial_r_generated_given_broadcast": -0.061941601384425976,
+       "r_generated_vs_broadcast": 0.23841123779137607,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.05786159604781637,
+     "mean_r_broadcast": 0.24208113300890624,
+     "mean_partial_r": -0.025552461657174678
+    }
+   },
+   "deg_top50": {
+    "types_scored": [
+     "T cell",
+     "B cell",
+     "Monocyte",
+     "NK cell",
+     "DC"
+    ],
+    "types_not_scored": {},
+    "per_type": {
+     "T cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 0,
+      "gen_top_list_size": 2,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 67325,
+      "n_cells_gen": 12474
+     },
+     "B cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 3,
+      "gen_top_list_size": 1,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21250,
+      "n_cells_gen": 4858
+     },
+     "Monocyte": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 1,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21940,
+      "n_cells_gen": 5863
+     },
+     "NK cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 36,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 11270,
+      "n_cells_gen": 1381
+     },
+     "DC": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 5,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 654,
+      "n_cells_gen": 268
+     }
+    },
+    "sum": 0,
+    "sum_4type": 0,
+    "max": 45,
+    "mean": 0.0,
+    "sum_broadcast": 0,
+    "sum_broadcast_4type": 0,
+    "broadcast_n_significant": 12,
+    "seconds": 0.05
+   },
+   "seconds": 5.9
+  },
+  "zs__cal_n20": {
+   "arm": "zs__cal_n20",
+   "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n20.npz",
+   "npz_sha256": "22893f045e742045f72452d16dd294cd94bca69566ae635eca64d0bfc0311c4d",
+   "receipt_verified": true,
+   "generation": {
+    "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
+    "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
+    "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n20.npz",
+    "input_condition_sha256": "244a0a303abba4ec9291e411942aabb16394fa6c8d830b82ae51529581e6c1c9",
+    "seed": 20260927,
+    "steps": 50,
+    "support_readout": "bernoulli",
+    "weights": "ema"
+   },
+   "condition_for_broadcast": {
+    "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n20.npz",
+    "sha256": "244a0a303abba4ec9291e411942aabb16394fa6c8d830b82ae51529581e6c1c9"
+   },
+   "poisson": {
+    "seed": 20260916,
+    "rule": "whole NPZ, rows in NPZ order",
+    "nnz_whole_npz": 6748518,
+    "median_library_whole_npz_panel": 1880.5,
+    "n_rows_whole_npz": 25500
+   },
+   "annotation": {
+    "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
+    "zero_padded_model_genes": 0,
+    "label_counts": {
+     "T cell": 12413,
+     "Monocyte": 6329,
+     "B cell": 4206,
+     "NK cell": 1575,
+     "Other": 708,
+     "DC": 269
+    },
+    "mean_l2_max_prob": 0.9362123233009787,
+    "predict_seconds": 2.9
+   },
+   "n_donors": 17,
+   "n_generated_cells": 25500,
+   "composition": {
+    "l1_mean": 0.30620670592469545,
+    "l1_median": 0.28883143997543753,
+    "l1_obs_loo_null_mean": 0.5310296453390433,
+    "l1_generated_loo_mean_vs_observed_mean": 0.5530623115956103,
+    "composition_top1": 0.47058823529411764,
+    "mean_fraction_generated": {
+     "T cell": 0.486784,
+     "B cell": 0.164941,
+     "Monocyte": 0.248196,
+     "NK cell": 0.061765,
+     "DC": 0.010549,
+     "Other": 0.027765
+    },
+    "mean_fraction_observed": {
+     "T cell": 0.514821,
+     "B cell": 0.165298,
+     "Monocyte": 0.18641,
+     "NK cell": 0.085063,
+     "DC": 0.004672,
+     "Other": 0.043735
+    }
+   },
+   "pseudobulk": {
+    "n_genes": 5975,
+    "r_median": 0.8614779449129589,
+    "r_mean": 0.8611912879697282,
+    "top1": 0.35294117647058826,
+    "n_top1": 6,
+    "own_rank_median": 2.0,
+    "chance_top1": 0.058823529411764705
+   },
+   "precision_coverage": {
+    "precision": 0.9874509803921568,
+    "coverage": 0.6858823529411765,
+    "density": 1.240156862745098,
+    "n_query": 2550,
+    "n_reference": 2550
+   },
+   "precision_coverage_depth_matched": {
+    "precision": 0.9807843137254902,
+    "coverage": 0.7988235294117647,
+    "density": 1.3321568627450981,
+    "detected_median_before": {
+     "R1": 398.0,
+     "Q": 255.0
+    },
+    "detected_median_after": {
+     "R1": 254.0,
+     "Q": 254.0
+    }
+   },
+   "monocyte_pct": {
+    "generated_mean_over_donors": 24.819607843137252,
+    "observed_mean_over_donors": 18.641038561798247,
+    "generated_pooled_cells": 24.819607843137252
+   },
+   "median_umi_per_cell_scoring_genes": {
+    "generated_pooled": 1880.5,
+    "observed_pooled": 1949.0,
+    "generated_mean_of_donor_medians": 1902.058837890625,
+    "observed_mean_of_donor_medians": 2016.8235294117646
+   },
+   "contrast": {
+    "mean_cp10k": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.052987580141589635,
+       "r_broadcast": 0.07211749771343054,
+       "partial_r_generated_given_broadcast": 0.02675174335719047,
+       "r_generated_vs_broadcast": 0.3948159919459155,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.11454049062808876,
+       "r_broadcast": 0.16475993409951767,
+       "partial_r_generated_given_broadcast": 0.061738064055963895,
+       "r_generated_vs_broadcast": 0.34881568111557165,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.27654789393693935,
+       "r_broadcast": 0.5013320189167504,
+       "partial_r_generated_given_broadcast": 0.13202720771677662,
+       "r_generated_vs_broadcast": 0.3370958830886105,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.04617270494373431,
+       "r_broadcast": 0.01924529755265724,
+       "partial_r_generated_given_broadcast": -0.05353324059181018,
+       "r_generated_vs_broadcast": 0.274841700428605,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.09947581494072086,
+     "mean_r_broadcast": 0.18936368707058895,
+     "mean_partial_r": 0.0417459436345302
+    },
+    "pseudobulk_log1p_cpm": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.01541851771441724,
+       "r_broadcast": 0.1484324627673701,
+       "partial_r_generated_given_broadcast": -0.053455620326063887,
+       "r_generated_vs_broadcast": 0.42607553768811146,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.26656774175632447,
+       "r_broadcast": 0.32102969144652715,
+       "partial_r_generated_given_broadcast": 0.17816026468152743,
+       "r_generated_vs_broadcast": 0.33516185805858933,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.07390918193747927,
+       "r_broadcast": 0.4651725488979534,
+       "partial_r_generated_given_broadcast": -0.08535262370195576,
+       "r_generated_vs_broadcast": 0.31314197869849136,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.07025238801636056,
+       "r_broadcast": 0.04902970539155898,
+       "partial_r_generated_given_broadcast": -0.080795264781863,
+       "r_generated_vs_broadcast": 0.1847234357922646,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.0714107633479651,
+     "mean_r_broadcast": 0.2459161021258524,
+     "mean_partial_r": -0.010360811032088801
+    }
+   },
+   "deg_top50": {
+    "types_scored": [
+     "T cell",
+     "B cell",
+     "Monocyte",
+     "NK cell",
+     "DC"
+    ],
+    "types_not_scored": {},
+    "per_type": {
+     "T cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 0,
+      "gen_top_list_size": 5,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 67325,
+      "n_cells_gen": 12413
+     },
+     "B cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 3,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21250,
+      "n_cells_gen": 4206
+     },
+     "Monocyte": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 1,
+      "gen_top_list_size": 4,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21940,
+      "n_cells_gen": 6329
+     },
+     "NK cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 36,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 11270,
+      "n_cells_gen": 1575
+     },
+     "DC": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 5,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 654,
+      "n_cells_gen": 269
+     }
+    },
+    "sum": 0,
+    "sum_4type": 0,
+    "max": 45,
+    "mean": 0.0,
+    "sum_broadcast": 0,
+    "sum_broadcast_4type": 0,
+    "broadcast_n_significant": 7,
+    "seconds": 0.05
+   },
+   "seconds": 5.9
+  },
+  "zs__cal_n40": {
+   "arm": "zs__cal_n40",
+   "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold1/zs__cal_n40.npz",
+   "npz_sha256": "0c726a12cb488b3304f7a4326616dab3ebbe7c0c5a4a64db2b53203fcd55f233",
+   "receipt_verified": true,
+   "generation": {
+    "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
+    "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
+    "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n40.npz",
+    "input_condition_sha256": "a7f659b177e14ab702725e8adbd7e82a5c8d353f5769b0795703d0fdc61c65db",
+    "seed": 20260927,
+    "steps": 50,
+    "support_readout": "bernoulli",
+    "weights": "ema"
+   },
+   "condition_for_broadcast": {
+    "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold1/test_cal_n40.npz",
+    "sha256": "a7f659b177e14ab702725e8adbd7e82a5c8d353f5769b0795703d0fdc61c65db"
+   },
+   "poisson": {
+    "seed": 20260916,
+    "rule": "whole NPZ, rows in NPZ order",
+    "nnz_whole_npz": 6732195,
+    "median_library_whole_npz_panel": 1867.0,
+    "n_rows_whole_npz": 25500
+   },
+   "annotation": {
+    "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
+    "zero_padded_model_genes": 0,
+    "label_counts": {
+     "T cell": 12486,
+     "Monocyte": 6713,
+     "B cell": 3752,
+     "NK cell": 1575,
+     "Other": 709,
+     "DC": 265
+    },
+    "mean_l2_max_prob": 0.9375331806844356,
+    "predict_seconds": 3.0
+   },
+   "n_donors": 17,
+   "n_generated_cells": 25500,
+   "composition": {
+    "l1_mean": 0.31952477674803675,
+    "l1_median": 0.2679346605410924,
+    "l1_obs_loo_null_mean": 0.5310296453390433,
+    "l1_generated_loo_mean_vs_observed_mean": 0.5485201302670816,
+    "composition_top1": 0.47058823529411764,
+    "mean_fraction_generated": {
+     "T cell": 0.489647,
+     "B cell": 0.147137,
+     "Monocyte": 0.263255,
+     "NK cell": 0.061765,
+     "DC": 0.010392,
+     "Other": 0.027804
+    },
+    "mean_fraction_observed": {
+     "T cell": 0.514821,
+     "B cell": 0.165298,
+     "Monocyte": 0.18641,
+     "NK cell": 0.085063,
+     "DC": 0.004672,
+     "Other": 0.043735
+    }
+   },
+   "pseudobulk": {
+    "n_genes": 5975,
+    "r_median": 0.8617029745352148,
+    "r_mean": 0.860470932673962,
+    "top1": 0.35294117647058826,
+    "n_top1": 6,
+    "own_rank_median": 3.0,
+    "chance_top1": 0.058823529411764705
+   },
+   "precision_coverage": {
+    "precision": 0.9901960784313726,
+    "coverage": 0.6745098039215687,
+    "density": 1.2502745098039214,
+    "n_query": 2550,
+    "n_reference": 2550
+   },
+   "precision_coverage_depth_matched": {
+    "precision": 0.9811764705882353,
+    "coverage": 0.7992156862745098,
+    "density": 1.3488627450980393,
+    "detected_median_before": {
+     "R1": 398.0,
+     "Q": 254.0
+    },
+    "detected_median_after": {
+     "R1": 252.0,
+     "Q": 252.0
+    }
+   },
+   "monocyte_pct": {
+    "generated_mean_over_donors": 26.325490196078427,
+    "observed_mean_over_donors": 18.641038561798247,
+    "generated_pooled_cells": 26.325490196078434
+   },
+   "median_umi_per_cell_scoring_genes": {
+    "generated_pooled": 1867.0,
+    "observed_pooled": 1949.0,
+    "generated_mean_of_donor_medians": 1896.5,
+    "observed_mean_of_donor_medians": 2016.8235294117646
+   },
+   "contrast": {
+    "mean_cp10k": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.043485014688864614,
+       "r_broadcast": 0.07971951435690308,
+       "partial_r_generated_given_broadcast": 0.014190439473331843,
+       "r_generated_vs_broadcast": 0.38145354158457223,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.1499178053528042,
+       "r_broadcast": 0.17010543413993678,
+       "partial_r_generated_given_broadcast": 0.10525418491287492,
+       "r_generated_vs_broadcast": 0.2995884975073835,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.2805544945974606,
+       "r_broadcast": 0.4990478314734493,
+       "partial_r_generated_given_broadcast": 0.14635668454505257,
+       "r_generated_vs_broadcast": 0.32153302249754,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.041086152750209756,
+       "r_broadcast": 0.030350305264579047,
+       "partial_r_generated_given_broadcast": -0.051187649338711734,
+       "r_generated_vs_broadcast": 0.2696221732372998,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.10821779047222992,
+     "mean_r_broadcast": 0.19480577130871704,
+     "mean_partial_r": 0.053653414898136895
+    },
+    "pseudobulk_log1p_cpm": {
+     "per_type": {
+      "T cell": {
+       "r_generated": 0.023793685516194273,
+       "r_broadcast": 0.14924135450891754,
+       "partial_r_generated_given_broadcast": -0.043099470340756486,
+       "r_generated_vs_broadcast": 0.4187455135252854,
+       "n_genes": 3244
+      },
+      "B cell": {
+       "r_generated": 0.2573056492548566,
+       "r_broadcast": 0.32098895437609726,
+       "partial_r_generated_given_broadcast": 0.17200521700032131,
+       "r_generated_vs_broadcast": 0.32094716537616746,
+       "n_genes": 3302
+      },
+      "Monocyte": {
+       "r_generated": 0.0840311006119273,
+       "r_broadcast": 0.4665409927856541,
+       "partial_r_generated_given_broadcast": -0.07222400658924531,
+       "r_generated_vs_broadcast": 0.31028405645259705,
+       "n_genes": 3234
+      },
+      "NK cell": {
+       "r_generated": -0.037612873667619215,
+       "r_broadcast": 0.04978565423829989,
+       "partial_r_generated_given_broadcast": -0.04832668946075479,
+       "r_generated_vs_broadcast": 0.19532192564148693,
+       "n_genes": 3190
+      }
+     },
+     "mean_r_generated": 0.08187939042883974,
+     "mean_r_broadcast": 0.24663923897724221,
+     "mean_partial_r": 0.0020887626523911837
+    }
+   },
+   "deg_top50": {
+    "types_scored": [
+     "T cell",
+     "B cell",
+     "Monocyte",
+     "NK cell",
+     "DC"
+    ],
+    "types_not_scored": {},
+    "per_type": {
+     "T cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 0,
+      "gen_top_list_size": 9,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 67325,
+      "n_cells_gen": 12486
+     },
+     "B cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 3,
+      "gen_top_list_size": 3,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21250,
+      "n_cells_gen": 3752
+     },
+     "Monocyte": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 1,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 21940,
+      "n_cells_gen": 6713
+     },
+     "NK cell": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 36,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 11270,
+      "n_cells_gen": 1575
+     },
+     "DC": {
+      "deg_scored": true,
+      "top50_overlap": 0,
+      "top50_jaccard": 0.0,
+      "obs_top_list_size": 5,
+      "gen_top_list_size": 0,
+      "top50_overlap_broadcast": 0,
+      "top50_jaccard_broadcast": 0.0,
+      "n_cells_obs": 654,
+      "n_cells_gen": 265
+     }
+    },
+    "sum": 0,
+    "sum_4type": 0,
+    "max": 45,
+    "mean": 0.0,
+    "sum_broadcast": 0,
+    "sum_broadcast_4type": 0,
+    "broadcast_n_significant": 6,
+    "seconds": 0.05
+   },
+   "seconds": 5.8
+  }
+ },
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/umap/cell_immicro_5arm/tools/stage_b_embed.py": "d056cfdf38fb0e5f478756f370174e993b75d0c973c48e02e21749175a4ca2da",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
+ },
+ "seconds": 27.9
+}